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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

πŸ€– GitHub

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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

πŸ€– GitHub

@machinelearning_interview

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The regulator said it had received information that messages containing stock tips and other investment advice with respect to selected listed companies are being widely circulated through websites and social media platforms such as Telegram, Facebook, WhatsApp and Instagram. Telegram does offer end-to-end encrypted communications through Secret Chats, but this is not the default setting. Standard conversations use the MTProto method, enabling server-client encryption but with them stored on the server for ease-of-access. This makes using Telegram across multiple devices simple, but also means that the regular Telegram chats you’re having with folks are not as secure as you may believe. Overall, extreme levels of fear in the market seems to have morphed into something more resembling concern. For example, the Cboe Volatility Index fell from its 2022 peak of 36, which it hit Monday, to around 30 on Friday, a sign of easing tensions. Meanwhile, while the price of WTI crude oil slipped from Sunday’s multiyear high $130 of barrel to $109 a pop. Markets have been expecting heavy restrictions on Russian oil, some of which the U.S. has already imposed, and that would reduce the global supply and bring about even more burdensome inflation. Some people used the platform to organize ahead of the storming of the U.S. Capitol in January 2021, and last month Senator Mark Warner sent a letter to Durov urging him to curb Russian information operations on Telegram.
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